{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pyspark,datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "sc = pyspark.SparkContext()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "rdd = sc.textFile(\"e:/110000.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['2016-01-05 04:59:59,7d0971332e86c3e2920553e87044ac0a,116.580736,39.874868',\n",
       " '2016-01-05 05:00:00,a75008e5add9e088d5bd835b643f7d61,116.30374,40.044107',\n",
       " '2016-01-05 05:00:01,6403bc7585fb858d62b34299ed6fcfc4,116.398001,39.85221']"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rdd.take(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## map方法，设计一个以车辆编号为key，其他为value的map，其中value里面是一个dict，时间作为key"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mymap(line):\n",
    "    m = line.split(\",\")\n",
    "    return (m[1],{datetime.datetime.strptime(m[0],'%Y-%m-%d %H:%M:%S'):m})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "gk = rdd.map(lambda line : mymap(line)).groupByKey()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('7d0971332e86c3e2920553e87044ac0a',\n",
       "  <pyspark.resultiterable.ResultIterable at 0x1ca14bfb438>)]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gk.take(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 求出分组中，最早时间的点和最后时间的点"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mymap2(x):\n",
    "    m = {}\n",
    "    key = \"\"\n",
    "    for x1 in x[1]:\n",
    "        for xk in x1:\n",
    "            m[xk] = x1[xk]\n",
    "            key = x1[xk][1]\n",
    "    startPnt = m[min(m)]\n",
    "    endPnt = m[max(m)]\n",
    "    return (key,[startPnt,endPnt])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "res = gk.map(lambda x : mymap2(x)).collect()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 利用Pandas包来进行数据清洗"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = []\n",
    "for r in res:\n",
    "    data.append({\"cid\":r[0],\n",
    "                 \"x1\":float(r[1][0][2]),\"y1\":float(r[1][0][3]),\n",
    "                 \"x2\":float(r[1][1][2]),\"y2\":float(r[1][1][3])})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "od = pd.DataFrame(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cid</th>\n",
       "      <th>x1</th>\n",
       "      <th>x2</th>\n",
       "      <th>y1</th>\n",
       "      <th>y2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7d0971332e86c3e2920553e87044ac0a</td>\n",
       "      <td>116.580736</td>\n",
       "      <td>116.561320</td>\n",
       "      <td>39.874868</td>\n",
       "      <td>39.867315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6403bc7585fb858d62b34299ed6fcfc4</td>\n",
       "      <td>116.398001</td>\n",
       "      <td>116.398001</td>\n",
       "      <td>39.852210</td>\n",
       "      <td>39.852210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>47188e01448cedea702b100a504fe6ac</td>\n",
       "      <td>116.358788</td>\n",
       "      <td>116.584405</td>\n",
       "      <td>39.854221</td>\n",
       "      <td>40.054761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>182e9ee6a3954c1a469d96aa1b45e4ed</td>\n",
       "      <td>116.399643</td>\n",
       "      <td>116.399643</td>\n",
       "      <td>39.809200</td>\n",
       "      <td>39.809200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1729a688610195c4bff71527159c3037</td>\n",
       "      <td>116.788906</td>\n",
       "      <td>116.788776</td>\n",
       "      <td>40.084666</td>\n",
       "      <td>40.084795</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                cid          x1          x2         y1  \\\n",
       "0  7d0971332e86c3e2920553e87044ac0a  116.580736  116.561320  39.874868   \n",
       "1  6403bc7585fb858d62b34299ed6fcfc4  116.398001  116.398001  39.852210   \n",
       "2  47188e01448cedea702b100a504fe6ac  116.358788  116.584405  39.854221   \n",
       "3  182e9ee6a3954c1a469d96aa1b45e4ed  116.399643  116.399643  39.809200   \n",
       "4  1729a688610195c4bff71527159c3037  116.788906  116.788776  40.084666   \n",
       "\n",
       "          y2  \n",
       "0  39.867315  \n",
       "1  39.852210  \n",
       "2  40.054761  \n",
       "3  39.809200  \n",
       "4  40.084795  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "od.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.lines as le"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json,arcpy\n",
    "with arcpy.da.SearchCursor(\"./data/bj.shp\", [\"SHAPE@JSON\"]) as cursor:\n",
    "    for r in cursor:\n",
    "        bj = json.loads(r[0])[\"rings\"][0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 对数据进行可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('dark_background')\n",
    "fig = plt.figure(figsize=(14,10))\n",
    "ax = fig.gca()\n",
    "for i in range(len(od)):\n",
    "    xdata = [od[\"x1\"][i],od[\"x2\"][i]]\n",
    "    ydata = [od[\"y1\"][i],od[\"y2\"][i]]\n",
    "    ax.add_line(le.Line2D(xdata,ydata,color='w',linewidth=1,alpha=0.2))\n",
    "ax.add_patch(plt.Polygon(bj,ec=\"b\",fc=\"None\"))\n",
    "ax.set_xlim(115.1,117.6)\n",
    "ax.set_ylim(39.3,41.2)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
